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The implement of "Subspace Based Network Community Detection Using Sparse Linear Coding".

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community-detection

参数设置

Network $n,m$ $\sigma_s$ $\lambda$ $k$ $tol$ $k_{gt}$ $k_{sc}$
karate $34,78$ $1$ $0.01$ $3$ $10^{-2}$ $2$ $7$
football $115,613$ $10$ $1$ $12$ $10^{-3}$ $12$ $12$
polblogs $1224,16715$ $5$ $1$ $7$ $10^{-2}$ $2$ $7$
LRF $1000,$ $8$ $1$ $30$ $10^{-4}$

查询

查询包含特定节点的社区(如要求返回所有包含id1 的节点的社区)

match (n) where n.name = '001'
with labels(n) as l
match (n) where labels(n) = l
return n

查询特定规模的社区(如要求返回所有节点数量⼤于100的社区)

match (n) with n.name as name, labels(n)[0] as label
with distinct label, count(*) as `count` 
match (n) where labels(n)[0] = label and `count` > 100 return distinct n

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